Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 348 |
| Missing cells (%) | 0.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 376.5 KiB |
| Average record size in memory | 264.1 B |
Variable types
| Numeric | 25 |
|---|---|
| Categorical | 8 |
MSSubClass is highly overall correlated with HalfBath | High correlation |
LotFrontage is highly overall correlated with LotArea | High correlation |
LotArea is highly overall correlated with LotFrontage | High correlation |
OverallQual is highly overall correlated with YearBuilt and 5 other fields | High correlation |
YearBuilt is highly overall correlated with OverallQual and 4 other fields | High correlation |
YearRemodAdd is highly overall correlated with OverallQual and 3 other fields | High correlation |
1stFlrSF is highly overall correlated with SalePrice | High correlation |
2ndFlrSF is highly overall correlated with GrLivArea and 2 other fields | High correlation |
GrLivArea is highly overall correlated with OverallQual and 4 other fields | High correlation |
BedroomAbvGr is highly overall correlated with 2ndFlrSF and 2 other fields | High correlation |
TotRmsAbvGrd is highly overall correlated with 2ndFlrSF and 3 other fields | High correlation |
GarageYrBlt is highly overall correlated with OverallQual and 4 other fields | High correlation |
GarageArea is highly overall correlated with OverallQual and 4 other fields | High correlation |
SalePrice is highly overall correlated with OverallQual and 7 other fields | High correlation |
HalfBath is highly overall correlated with MSSubClass | High correlation |
GarageCars is highly overall correlated with GarageArea | High correlation |
BsmtHalfBath is highly imbalanced (79.7%) | Imbalance |
KitchenAbvGr is highly imbalanced (85.7%) | Imbalance |
LotFrontage has 259 (17.7%) missing values | Missing |
GarageYrBlt has 81 (5.5%) missing values | Missing |
MiscVal is highly skewed (γ1 = 24.47679419) | Skewed |
MasVnrArea has 861 (59.0%) zeros | Zeros |
2ndFlrSF has 829 (56.8%) zeros | Zeros |
LowQualFinSF has 1434 (98.2%) zeros | Zeros |
GarageArea has 81 (5.5%) zeros | Zeros |
WoodDeckSF has 761 (52.1%) zeros | Zeros |
OpenPorchSF has 656 (44.9%) zeros | Zeros |
EnclosedPorch has 1252 (85.8%) zeros | Zeros |
3SsnPorch has 1436 (98.4%) zeros | Zeros |
ScreenPorch has 1344 (92.1%) zeros | Zeros |
PoolArea has 1453 (99.5%) zeros | Zeros |
MiscVal has 1408 (96.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-14 18:47:11.816864 |
|---|---|
| Analysis finished | 2023-10-14 18:49:49.301767 |
| Duration | 2 minutes and 37.48 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
MSSubClass
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.89726 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.300571 |
|---|---|
| Coefficient of variation (CV) | 0.74345532 |
| Kurtosis | 1.580188 |
| Mean | 56.89726 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4076567 |
| Sum | 83070 |
| Variance | 1789.3383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 60 | 299 | |
| 50 | 144 | 9.9% |
| 120 | 87 | 6.0% |
| 30 | 69 | 4.7% |
| 160 | 63 | 4.3% |
| 70 | 60 | 4.1% |
| 80 | 58 | 4.0% |
| 90 | 52 | 3.6% |
| 190 | 30 | 2.1% |
| Other values (5) | 62 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 30 | 69 | 4.7% |
| 40 | 4 | 0.3% |
| 45 | 12 | 0.8% |
| 50 | 144 | 9.9% |
| 60 | 299 | |
| 70 | 60 | 4.1% |
| 75 | 16 | 1.1% |
| 80 | 58 | 4.0% |
| 85 | 20 | 1.4% |
| Value | Count | Frequency (%) |
| 190 | 30 | 2.1% |
| 180 | 10 | 0.7% |
| 160 | 63 | 4.3% |
| 120 | 87 | 6.0% |
| 90 | 52 | 3.6% |
| 85 | 20 | 1.4% |
| 80 | 58 | 4.0% |
| 75 | 16 | 1.1% |
| 70 | 60 | 4.1% |
| 60 | 299 |
LotFrontage
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 110 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 259 |
| Missing (%) | 17.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.049958 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| median | 69 |
| Q3 | 80 |
| 95-th percentile | 107 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 24.284752 |
|---|---|
| Coefficient of variation (CV) | 0.3466776 |
| Kurtosis | 17.452867 |
| Mean | 70.049958 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 2.1635691 |
| Sum | 84130 |
| Variance | 589.74917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 143 | 9.8% |
| 70 | 70 | 4.8% |
| 80 | 69 | 4.7% |
| 50 | 57 | 3.9% |
| 75 | 53 | 3.6% |
| 65 | 44 | 3.0% |
| 85 | 40 | 2.7% |
| 78 | 25 | 1.7% |
| 90 | 23 | 1.6% |
| 21 | 23 | 1.6% |
| Other values (100) | 654 | |
| (Missing) | 259 | 17.7% |
| Value | Count | Frequency (%) |
| 21 | 23 | |
| 24 | 19 | |
| 30 | 6 | 0.4% |
| 32 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 10 | |
| 35 | 9 | 0.6% |
| 36 | 6 | 0.4% |
| 37 | 5 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 313 | 2 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
LotArea
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.828 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.2649 |
|---|---|
| Coefficient of variation (CV) | 0.9490756 |
| Kurtosis | 203.24327 |
| Mean | 10516.828 |
| Median Absolute Deviation (MAD) | 1998 |
| Skewness | 12.207688 |
| Sum | 15354569 |
| Variance | 99625650 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 9000 | 14 | 1.0% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 9100 | 8 | 0.5% |
| 8125 | 8 | 0.5% |
| Other values (1063) | 1317 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
OverallQual
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0993151 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3829965 |
|---|---|
| Coefficient of variation (CV) | 0.22674621 |
| Kurtosis | 0.096292778 |
| Mean | 6.0993151 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21694393 |
| Sum | 8905 |
| Variance | 1.9126794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5753425 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1127993 |
|---|---|
| Coefficient of variation (CV) | 0.199593 |
| Kurtosis | 1.1064135 |
| Mean | 5.5753425 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69306747 |
| Sum | 8140 |
| Variance | 1.2383224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 4.9% |
| 7 | 205 | 14.0% |
| 6 | 252 | 17.3% |
| 5 | 821 | |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
YearBuilt
Real number (ℝ)
HIGH CORRELATION
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2678 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.202904 |
|---|---|
| Coefficient of variation (CV) | 0.015321563 |
| Kurtosis | -0.43955194 |
| Mean | 1971.2678 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61346117 |
| Sum | 2878051 |
| Variance | 912.21541 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
YearRemodAdd
Real number (ℝ)
HIGH CORRELATION
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8658 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645407 |
|---|---|
| Coefficient of variation (CV) | 0.010401412 |
| Kurtosis | -1.2722452 |
| Mean | 1984.8658 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.503562 |
| Sum | 2897904 |
| Variance | 426.23282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 744 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
MasVnrArea
Real number (ℝ)
ZEROS
| Distinct | 327 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 8 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.68526 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 861 |
| Zeros (%) | 59.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 166 |
Descriptive statistics
| Standard deviation | 181.06621 |
|---|---|
| Coefficient of variation (CV) | 1.7463061 |
| Kurtosis | 10.082417 |
| Mean | 103.68526 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6690842 |
| Sum | 150551 |
| Variance | 32784.971 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 72 | 8 | 0.5% |
| 108 | 8 | 0.5% |
| 180 | 8 | 0.5% |
| 120 | 7 | 0.5% |
| 16 | 7 | 0.5% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| 200 | 6 | 0.4% |
| Other values (317) | 529 | |
| (Missing) | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
1stFlrSF
Real number (ℝ)
HIGH CORRELATION
| Distinct | 753 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.6267 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.58774 |
|---|---|
| Coefficient of variation (CV) | 0.33251235 |
| Kurtosis | 5.7458415 |
| Mean | 1162.6267 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.3767566 |
| Sum | 1697435 |
| Variance | 149450.08 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 894 | 12 | 0.8% |
| 848 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 960 | 7 | 0.5% |
| Other values (743) | 1338 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
2ndFlrSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 417 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346.99247 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 829 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.52844 |
|---|---|
| Coefficient of variation (CV) | 1.2580343 |
| Kurtosis | -0.55346356 |
| Mean | 346.99247 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81302982 |
| Sum | 506609 |
| Variance | 190557.08 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 728 | 10 | 0.7% |
| 504 | 9 | 0.6% |
| 546 | 8 | 0.5% |
| 672 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 862 | 5 | 0.3% |
| 780 | 5 | 0.3% |
| Other values (407) | 566 |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
LowQualFinSF
Real number (ℝ)
ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8445205 |
| Minimum | 0 |
|---|---|
| Maximum | 572 |
| Zeros | 1434 |
| Zeros (%) | 98.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.623081 |
|---|---|
| Coefficient of variation (CV) | 8.3194303 |
| Kurtosis | 83.234817 |
| Mean | 5.8445205 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.0113413 |
| Sum | 8533 |
| Variance | 2364.204 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0 | 1434 | |
| 80 | 3 | 0.2% |
| 360 | 2 | 0.1% |
| 205 | 1 | 0.1% |
| 479 | 1 | 0.1% |
| 397 | 1 | 0.1% |
| 514 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 481 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| Other values (14) | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1434 | |
| 53 | 1 | 0.1% |
| 80 | 3 | 0.2% |
| 120 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 156 | 1 | 0.1% |
| 205 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 360 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 572 | 1 | |
| 528 | 1 | |
| 515 | 1 | |
| 514 | 1 | |
| 513 | 1 | |
| 481 | 1 | |
| 479 | 1 | |
| 473 | 1 | |
| 420 | 1 | |
| 397 | 1 |
GrLivArea
Real number (ℝ)
HIGH CORRELATION
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.4637 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.48038 |
|---|---|
| Coefficient of variation (CV) | 0.34674561 |
| Kurtosis | 4.8951206 |
| Mean | 1515.4637 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3665604 |
| Sum | 2212577 |
| Variance | 276129.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
BsmtFullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
BsmtHalfBath
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
FullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| 0 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
HalfBath
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
BedroomAbvGr
Real number (ℝ)
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8664384 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81577804 |
|---|---|
| Coefficient of variation (CV) | 0.2845964 |
| Kurtosis | 2.2308746 |
| Mean | 2.8664384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.2117901 |
| Sum | 4185 |
| Variance | 0.66549382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 804 | |
| 2 | 358 | |
| 4 | 213 | 14.6% |
| 1 | 50 | 3.4% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 50 | 3.4% |
| 2 | 358 | |
| 3 | 804 | |
| 4 | 213 | 14.6% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 21 | 1.4% |
| 4 | 213 | 14.6% |
| 3 | 804 | |
| 2 | 358 | |
| 1 | 50 | 3.4% |
| 0 | 6 | 0.4% |
KitchenAbvGr
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
TotRmsAbvGrd
Real number (ℝ)
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5178082 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6253933 |
|---|---|
| Coefficient of variation (CV) | 0.24937728 |
| Kurtosis | 0.88076157 |
| Mean | 6.5178082 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.67634084 |
| Sum | 9516 |
| Variance | 2.6419033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 402 | |
| 7 | 329 | |
| 5 | 275 | |
| 8 | 187 | |
| 4 | 97 | 6.6% |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| 3 | 17 | 1.2% |
| 12 | 11 | 0.8% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 17 | 1.2% |
| 4 | 97 | 6.6% |
| 5 | 275 | |
| 6 | 402 | |
| 7 | 329 | |
| 8 | 187 | |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12 | 11 | 0.8% |
| 11 | 18 | 1.2% |
| 10 | 47 | 3.2% |
| 9 | 75 | 5.1% |
| 8 | 187 | |
| 7 | 329 | |
| 6 | 402 | |
| 5 | 275 | |
| 4 | 97 | 6.6% |
Fireplaces
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
GarageYrBlt
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 97 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1978.5062 |
| Minimum | 1900 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1930 |
| Q1 | 1961 |
| median | 1980 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 110 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 24.689725 |
|---|---|
| Coefficient of variation (CV) | 0.012478973 |
| Kurtosis | -0.418341 |
| Mean | 1978.5062 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.64941462 |
| Sum | 2728360 |
| Variance | 609.58251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2005 | 65 | 4.5% |
| 2006 | 59 | 4.0% |
| 2004 | 53 | 3.6% |
| 2003 | 50 | 3.4% |
| 2007 | 49 | 3.4% |
| 1977 | 35 | 2.4% |
| 1998 | 31 | 2.1% |
| 1999 | 30 | 2.1% |
| 1976 | 29 | 2.0% |
| 2008 | 29 | 2.0% |
| Other values (87) | 949 | |
| (Missing) | 81 | 5.5% |
| Value | Count | Frequency (%) |
| 1900 | 1 | 0.1% |
| 1906 | 1 | 0.1% |
| 1908 | 1 | 0.1% |
| 1910 | 3 | 0.2% |
| 1914 | 2 | 0.1% |
| 1915 | 2 | 0.1% |
| 1916 | 5 | 0.3% |
| 1918 | 2 | 0.1% |
| 1920 | 14 | |
| 1921 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 2010 | 3 | 0.2% |
| 2009 | 21 | 1.4% |
| 2008 | 29 | |
| 2007 | 49 | |
| 2006 | 59 | |
| 2005 | 65 | |
| 2004 | 53 | |
| 2003 | 50 | |
| 2002 | 26 | 1.8% |
| 2001 | 20 | 1.4% |
GarageCars
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 | 81 |
| 4 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
GarageArea
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 441 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.98014 |
| Minimum | 0 |
|---|---|
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 213.80484 |
|---|---|
| Coefficient of variation (CV) | 0.45203768 |
| Kurtosis | 0.9170672 |
| Mean | 472.98014 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.17998091 |
| Sum | 690551 |
| Variance | 45712.51 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 5.5% |
| 440 | 49 | 3.4% |
| 576 | 47 | 3.2% |
| 240 | 38 | 2.6% |
| 484 | 34 | 2.3% |
| 528 | 33 | 2.3% |
| 288 | 27 | 1.8% |
| 400 | 25 | 1.7% |
| 264 | 24 | 1.6% |
| 480 | 24 | 1.6% |
| Other values (431) | 1078 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 160 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 9 | 0.6% |
| 186 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 200 | 4 | 0.3% |
| 205 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1248 | 1 | |
| 1220 | 1 | |
| 1166 | 1 | |
| 1134 | 1 | |
| 1069 | 1 | |
| 1053 | 1 | |
| 1052 | 2 |
WoodDeckSF
Real number (ℝ)
ZEROS
| Distinct | 274 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.244521 |
| Minimum | 0 |
|---|---|
| Maximum | 857 |
| Zeros | 761 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 857 |
| Range | 857 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 125.33879 |
|---|---|
| Coefficient of variation (CV) | 1.3299319 |
| Kurtosis | 2.9929509 |
| Mean | 94.244521 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5413758 |
| Sum | 137597 |
| Variance | 15709.813 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 761 | |
| 192 | 38 | 2.6% |
| 100 | 36 | 2.5% |
| 144 | 33 | 2.3% |
| 120 | 31 | 2.1% |
| 168 | 28 | 1.9% |
| 140 | 15 | 1.0% |
| 224 | 14 | 1.0% |
| 208 | 10 | 0.7% |
| 240 | 10 | 0.7% |
| Other values (264) | 484 |
| Value | Count | Frequency (%) |
| 0 | 761 | |
| 12 | 2 | 0.1% |
| 24 | 2 | 0.1% |
| 26 | 2 | 0.1% |
| 28 | 2 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 857 | 1 | |
| 736 | 1 | |
| 728 | 1 | |
| 670 | 1 | |
| 668 | 1 | |
| 635 | 1 | |
| 586 | 1 | |
| 576 | 1 | |
| 574 | 1 | |
| 550 | 1 |
OpenPorchSF
Real number (ℝ)
ZEROS
| Distinct | 202 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.660274 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 656 |
| Zeros (%) | 44.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 68 |
| 95-th percentile | 175.05 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 66.256028 |
|---|---|
| Coefficient of variation (CV) | 1.4199665 |
| Kurtosis | 8.4903358 |
| Mean | 46.660274 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.3643417 |
| Sum | 68124 |
| Variance | 4389.8612 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 656 | |
| 36 | 29 | 2.0% |
| 48 | 22 | 1.5% |
| 20 | 21 | 1.4% |
| 40 | 19 | 1.3% |
| 45 | 19 | 1.3% |
| 24 | 16 | 1.1% |
| 30 | 16 | 1.1% |
| 60 | 15 | 1.0% |
| 39 | 14 | 1.0% |
| Other values (192) | 633 |
| Value | Count | Frequency (%) |
| 0 | 656 | |
| 4 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 3 | 0.2% |
| 15 | 1 | 0.1% |
| 16 | 8 | 0.5% |
| 17 | 2 | 0.1% |
| 18 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 523 | 1 | |
| 502 | 1 | |
| 418 | 1 | |
| 406 | 1 | |
| 364 | 1 | |
| 341 | 1 | |
| 319 | 1 | |
| 312 | 2 | |
| 304 | 1 |
EnclosedPorch
Real number (ℝ)
ZEROS
| Distinct | 120 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.95411 |
| Minimum | 0 |
|---|---|
| Maximum | 552 |
| Zeros | 1252 |
| Zeros (%) | 85.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 180.15 |
| Maximum | 552 |
| Range | 552 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 61.119149 |
|---|---|
| Coefficient of variation (CV) | 2.7839502 |
| Kurtosis | 10.430766 |
| Mean | 21.95411 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0898719 |
| Sum | 32053 |
| Variance | 3735.5503 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1252 | |
| 112 | 15 | 1.0% |
| 96 | 6 | 0.4% |
| 192 | 5 | 0.3% |
| 144 | 5 | 0.3% |
| 120 | 5 | 0.3% |
| 216 | 5 | 0.3% |
| 156 | 4 | 0.3% |
| 116 | 4 | 0.3% |
| 252 | 4 | 0.3% |
| Other values (110) | 155 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 1252 | |
| 19 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 34 | 2 | 0.1% |
| 36 | 2 | 0.1% |
| 37 | 1 | 0.1% |
| 39 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 552 | 1 | |
| 386 | 1 | |
| 330 | 1 | |
| 318 | 1 | |
| 301 | 1 | |
| 294 | 1 | |
| 293 | 1 | |
| 291 | 1 | |
| 286 | 1 | |
| 280 | 1 |
3SsnPorch
Real number (ℝ)
ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.409589 |
| Minimum | 0 |
|---|---|
| Maximum | 508 |
| Zeros | 1436 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 508 |
| Range | 508 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 29.317331 |
|---|---|
| Coefficient of variation (CV) | 8.5984939 |
| Kurtosis | 123.66238 |
| Mean | 3.409589 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.304342 |
| Sum | 4978 |
| Variance | 859.50587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 1436 | |
| 168 | 3 | 0.2% |
| 144 | 2 | 0.1% |
| 180 | 2 | 0.1% |
| 216 | 2 | 0.1% |
| 290 | 1 | 0.1% |
| 153 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| Other values (10) | 10 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 1436 | |
| 23 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 130 | 1 | 0.1% |
| 140 | 1 | 0.1% |
| 144 | 2 | 0.1% |
| 153 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| 168 | 3 | 0.2% |
| 180 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 508 | 1 | |
| 407 | 1 | |
| 320 | 1 | |
| 304 | 1 | |
| 290 | 1 | |
| 245 | 1 | |
| 238 | 1 | |
| 216 | 2 | |
| 196 | 1 | |
| 182 | 1 |
ScreenPorch
Real number (ℝ)
ZEROS
| Distinct | 76 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.060959 |
| Minimum | 0 |
|---|---|
| Maximum | 480 |
| Zeros | 1344 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 55.757415 |
|---|---|
| Coefficient of variation (CV) | 3.7021159 |
| Kurtosis | 18.439068 |
| Mean | 15.060959 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1222137 |
| Sum | 21989 |
| Variance | 3108.8894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1344 | |
| 192 | 6 | 0.4% |
| 120 | 5 | 0.3% |
| 224 | 5 | 0.3% |
| 189 | 4 | 0.3% |
| 180 | 4 | 0.3% |
| 147 | 3 | 0.2% |
| 90 | 3 | 0.2% |
| 160 | 3 | 0.2% |
| 144 | 3 | 0.2% |
| Other values (66) | 80 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 1344 | |
| 40 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 90 | 3 | 0.2% |
| 95 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 100 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 480 | 1 | |
| 440 | 1 | |
| 410 | 1 | |
| 396 | 1 | |
| 385 | 1 | |
| 374 | 1 | |
| 322 | 1 | |
| 312 | 1 | |
| 291 | 1 | |
| 288 | 2 |
PoolArea
Real number (ℝ)
ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7589041 |
| Minimum | 0 |
|---|---|
| Maximum | 738 |
| Zeros | 1453 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 738 |
| Range | 738 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.177307 |
|---|---|
| Coefficient of variation (CV) | 14.562778 |
| Kurtosis | 223.2685 |
| Mean | 2.7589041 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.828374 |
| Sum | 4028 |
| Variance | 1614.216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 1453 | |
| 512 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1453 | |
| 480 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 738 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 0 | 1453 |
MiscVal
Real number (ℝ)
SKEWED ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.489041 |
| Minimum | 0 |
|---|---|
| Maximum | 15500 |
| Zeros | 1408 |
| Zeros (%) | 96.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 496.12302 |
|---|---|
| Coefficient of variation (CV) | 11.408001 |
| Kurtosis | 701.00334 |
| Mean | 43.489041 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.476794 |
| Sum | 63494 |
| Variance | 246138.06 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 400 | 11 | 0.8% |
| 500 | 8 | 0.5% |
| 700 | 5 | 0.3% |
| 450 | 4 | 0.3% |
| 600 | 4 | 0.3% |
| 2000 | 4 | 0.3% |
| 1200 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| 15500 | 1 | 0.1% |
| Other values (11) | 11 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 54 | 1 | 0.1% |
| 350 | 1 | 0.1% |
| 400 | 11 | 0.8% |
| 450 | 4 | 0.3% |
| 480 | 2 | 0.1% |
| 500 | 8 | 0.5% |
| 560 | 1 | 0.1% |
| 600 | 4 | 0.3% |
| 620 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 15500 | 1 | 0.1% |
| 8300 | 1 | 0.1% |
| 3500 | 1 | 0.1% |
| 2500 | 1 | 0.1% |
| 2000 | 4 | |
| 1400 | 1 | 0.1% |
| 1300 | 1 | 0.1% |
| 1200 | 2 | |
| 1150 | 1 | 0.1% |
| 800 | 1 | 0.1% |
MoSold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3219178 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.7036262 |
|---|---|
| Coefficient of variation (CV) | 0.42765918 |
| Kurtosis | -0.40410934 |
| Mean | 6.3219178 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21205299 |
| Sum | 9230 |
| Variance | 7.3095947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 253 | |
| 7 | 234 | |
| 5 | 204 | |
| 4 | 141 | |
| 8 | 122 | |
| 3 | 106 | |
| 10 | 89 | 6.1% |
| 11 | 79 | 5.4% |
| 9 | 63 | 4.3% |
| 12 | 59 | 4.0% |
| Other values (2) | 110 |
| Value | Count | Frequency (%) |
| 1 | 58 | 4.0% |
| 2 | 52 | 3.6% |
| 3 | 106 | |
| 4 | 141 | |
| 5 | 204 | |
| 6 | 253 | |
| 7 | 234 | |
| 8 | 122 | |
| 9 | 63 | 4.3% |
| 10 | 89 | 6.1% |
| Value | Count | Frequency (%) |
| 12 | 59 | 4.0% |
| 11 | 79 | 5.4% |
| 10 | 89 | 6.1% |
| 9 | 63 | 4.3% |
| 8 | 122 | |
| 7 | 234 | |
| 6 | 253 | |
| 5 | 204 | |
| 4 | 141 | |
| 3 | 106 |
YrSold
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2009 | |
|---|---|
| 2007 | |
| 2006 | |
| 2008 | |
| 2010 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5840 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2008 |
|---|---|
| 2nd row | 2007 |
| 3rd row | 2008 |
| 4th row | 2006 |
| 5th row | 2008 |
Common Values
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 304 | |
| 2010 | 175 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 304 | |
| 2010 | 175 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5840 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5840 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5840 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
SalePrice
Real number (ℝ)
HIGH CORRELATION
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.2 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.503 |
|---|---|
| Coefficient of variation (CV) | 0.43910003 |
| Kurtosis | 6.5362819 |
| Mean | 180921.2 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.8828758 |
| Sum | 2.6414495 × 108 |
| Variance | 6.3111113 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
| MSSubClass | LotFrontage | LotArea | OverallQual | OverallCond | YearBuilt | YearRemodAdd | MasVnrArea | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BedroomAbvGr | TotRmsAbvGrd | GarageYrBlt | GarageArea | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | MiscVal | MoSold | SalePrice | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | KitchenAbvGr | Fireplaces | GarageCars | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MSSubClass | 1.000 | -0.314 | -0.270 | 0.108 | -0.072 | 0.036 | 0.007 | 0.025 | -0.278 | 0.488 | 0.076 | 0.204 | 0.069 | 0.166 | 0.079 | -0.047 | 0.023 | 0.032 | 0.011 | -0.036 | -0.022 | 0.033 | -0.033 | 0.018 | 0.007 | 0.209 | 0.086 | 0.249 | 0.512 | 0.476 | 0.193 | 0.243 | 0.000 |
| LotFrontage | -0.314 | 1.000 | 0.650 | 0.255 | -0.083 | 0.195 | 0.117 | 0.259 | 0.428 | 0.055 | -0.030 | 0.376 | 0.328 | 0.366 | 0.116 | 0.378 | 0.109 | 0.178 | -0.096 | 0.064 | 0.044 | 0.085 | 0.024 | 0.026 | 0.409 | 0.155 | 0.000 | 0.135 | 0.033 | 0.019 | 0.250 | 0.182 | 0.007 |
| LotArea | -0.270 | 0.650 | 1.000 | 0.233 | -0.047 | 0.103 | 0.075 | 0.178 | 0.444 | 0.119 | -0.020 | 0.449 | 0.338 | 0.406 | 0.042 | 0.367 | 0.184 | 0.177 | -0.067 | 0.062 | 0.092 | 0.084 | 0.059 | 0.006 | 0.456 | 0.211 | 0.000 | 0.098 | 0.000 | 0.000 | 0.160 | 0.011 | 0.000 |
| OverallQual | 0.108 | 0.255 | 0.233 | 1.000 | -0.178 | 0.647 | 0.558 | 0.414 | 0.409 | 0.290 | -0.034 | 0.603 | 0.122 | 0.428 | 0.618 | 0.542 | 0.259 | 0.435 | -0.162 | 0.033 | 0.046 | 0.057 | -0.088 | 0.061 | 0.810 | 0.066 | 0.062 | 0.404 | 0.225 | 0.106 | 0.267 | 0.402 | 0.000 |
| OverallCond | -0.072 | -0.083 | -0.047 | -0.178 | 1.000 | -0.417 | -0.041 | -0.179 | -0.167 | 0.001 | 0.040 | -0.154 | -0.004 | -0.105 | -0.379 | -0.201 | -0.043 | -0.133 | 0.110 | 0.032 | 0.075 | -0.006 | 0.087 | -0.007 | -0.129 | 0.000 | 0.102 | 0.309 | 0.079 | 0.073 | 0.105 | 0.219 | 0.050 |
| YearBuilt | 0.036 | 0.195 | 0.103 | 0.647 | -0.417 | 1.000 | 0.684 | 0.402 | 0.293 | 0.030 | -0.146 | 0.288 | -0.035 | 0.177 | 0.891 | 0.528 | 0.288 | 0.393 | -0.409 | 0.022 | -0.073 | 0.009 | -0.092 | 0.019 | 0.653 | 0.144 | 0.089 | 0.351 | 0.227 | 0.214 | 0.169 | 0.340 | 0.000 |
| YearRemodAdd | 0.007 | 0.117 | 0.075 | 0.558 | -0.041 | 0.684 | 1.000 | 0.234 | 0.240 | 0.073 | -0.065 | 0.282 | -0.054 | 0.198 | 0.722 | 0.398 | 0.230 | 0.353 | -0.235 | 0.052 | -0.046 | 0.003 | -0.091 | 0.021 | 0.571 | 0.122 | 0.077 | 0.270 | 0.200 | 0.114 | 0.136 | 0.276 | 0.000 |
| MasVnrArea | 0.025 | 0.259 | 0.178 | 0.414 | -0.179 | 0.402 | 0.234 | 1.000 | 0.352 | 0.063 | -0.107 | 0.323 | 0.113 | 0.264 | 0.306 | 0.365 | 0.174 | 0.209 | -0.180 | 0.041 | 0.038 | 0.005 | -0.050 | 0.018 | 0.421 | 0.028 | 0.000 | 0.182 | 0.138 | 0.000 | 0.155 | 0.201 | 0.040 |
| 1stFlrSF | -0.278 | 0.428 | 0.444 | 0.409 | -0.167 | 0.293 | 0.240 | 0.352 | 1.000 | -0.276 | -0.039 | 0.494 | 0.141 | 0.362 | 0.230 | 0.490 | 0.219 | 0.235 | -0.129 | 0.060 | 0.108 | 0.071 | -0.033 | 0.054 | 0.575 | 0.191 | 0.000 | 0.258 | 0.121 | 0.041 | 0.341 | 0.238 | 0.008 |
| 2ndFlrSF | 0.488 | 0.055 | 0.119 | 0.290 | 0.001 | 0.030 | 0.073 | 0.063 | -0.276 | 1.000 | 0.058 | 0.643 | 0.510 | 0.587 | 0.073 | 0.098 | 0.071 | 0.225 | 0.046 | -0.023 | 0.012 | 0.061 | -0.005 | 0.043 | 0.294 | 0.125 | 0.000 | 0.407 | 0.449 | 0.000 | 0.165 | 0.228 | 0.054 |
| LowQualFinSF | 0.076 | -0.030 | -0.020 | -0.034 | 0.040 | -0.146 | -0.065 | -0.107 | -0.039 | 0.058 | 1.000 | 0.064 | 0.021 | 0.042 | -0.028 | -0.048 | -0.042 | 0.010 | 0.048 | 0.022 | -0.019 | 0.066 | 0.029 | -0.004 | -0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.021 |
| GrLivArea | 0.204 | 0.376 | 0.449 | 0.603 | -0.154 | 0.288 | 0.282 | 0.323 | 0.494 | 0.643 | 0.064 | 1.000 | 0.543 | 0.828 | 0.281 | 0.468 | 0.227 | 0.398 | -0.049 | 0.034 | 0.086 | 0.068 | -0.049 | 0.081 | 0.731 | 0.136 | 0.000 | 0.468 | 0.300 | 0.000 | 0.376 | 0.287 | 0.042 |
| BedroomAbvGr | 0.069 | 0.328 | 0.338 | 0.122 | -0.004 | -0.035 | -0.054 | 0.113 | 0.141 | 0.510 | 0.021 | 0.543 | 1.000 | 0.668 | -0.056 | 0.112 | 0.056 | 0.100 | 0.002 | -0.019 | 0.034 | 0.072 | 0.013 | 0.051 | 0.235 | 0.255 | 0.030 | 0.448 | 0.250 | 0.233 | 0.107 | 0.134 | 0.021 |
| TotRmsAbvGrd | 0.166 | 0.366 | 0.406 | 0.428 | -0.105 | 0.177 | 0.198 | 0.264 | 0.362 | 0.587 | 0.042 | 0.828 | 0.668 | 1.000 | 0.198 | 0.331 | 0.165 | 0.285 | -0.029 | -0.003 | 0.032 | 0.059 | -0.021 | 0.040 | 0.533 | 0.063 | 0.000 | 0.389 | 0.270 | 0.174 | 0.223 | 0.242 | 0.000 |
| GarageYrBlt | 0.079 | 0.116 | 0.042 | 0.618 | -0.379 | 0.891 | 0.722 | 0.306 | 0.230 | 0.073 | -0.028 | 0.281 | -0.056 | 0.198 | 1.000 | 0.592 | 0.274 | 0.394 | -0.317 | 0.017 | -0.100 | -0.007 | -0.067 | 0.012 | 0.594 | 0.132 | 0.064 | 0.338 | 0.192 | 0.309 | 0.145 | 0.388 | 0.000 |
| GarageArea | -0.047 | 0.378 | 0.367 | 0.542 | -0.201 | 0.528 | 0.398 | 0.365 | 0.490 | 0.098 | -0.048 | 0.468 | 0.112 | 0.331 | 0.592 | 1.000 | 0.248 | 0.338 | -0.178 | 0.036 | 0.029 | 0.042 | -0.036 | 0.033 | 0.649 | 0.137 | 0.025 | 0.279 | 0.160 | 0.092 | 0.228 | 0.759 | 0.000 |
| WoodDeckSF | 0.023 | 0.109 | 0.184 | 0.259 | -0.043 | 0.288 | 0.230 | 0.174 | 0.219 | 0.071 | -0.042 | 0.227 | 0.056 | 0.165 | 0.274 | 0.248 | 1.000 | 0.124 | -0.158 | -0.028 | -0.090 | 0.050 | 0.017 | 0.038 | 0.354 | 0.190 | 0.000 | 0.248 | 0.082 | 0.000 | 0.146 | 0.148 | 0.031 |
| OpenPorchSF | 0.032 | 0.178 | 0.177 | 0.435 | -0.133 | 0.393 | 0.353 | 0.209 | 0.235 | 0.225 | 0.010 | 0.398 | 0.100 | 0.285 | 0.394 | 0.338 | 0.124 | 1.000 | -0.169 | 0.017 | 0.007 | 0.037 | -0.035 | 0.066 | 0.478 | 0.079 | 0.000 | 0.166 | 0.149 | 0.000 | 0.122 | 0.129 | 0.000 |
| EnclosedPorch | 0.011 | -0.096 | -0.067 | -0.162 | 0.110 | -0.409 | -0.235 | -0.180 | -0.129 | 0.046 | 0.048 | -0.049 | 0.002 | -0.029 | -0.317 | -0.178 | -0.158 | -0.169 | 1.000 | -0.039 | -0.081 | 0.004 | 0.039 | -0.029 | -0.218 | 0.030 | 0.049 | 0.107 | 0.078 | 0.036 | 0.043 | 0.247 | 0.024 |
| 3SsnPorch | -0.036 | 0.064 | 0.062 | 0.033 | 0.032 | 0.022 | 0.052 | 0.041 | 0.060 | -0.023 | 0.022 | 0.034 | -0.019 | -0.003 | 0.017 | 0.036 | -0.028 | 0.017 | -0.039 | 1.000 | -0.038 | -0.009 | 0.005 | 0.037 | 0.065 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| ScreenPorch | -0.022 | 0.044 | 0.092 | 0.046 | 0.075 | -0.073 | -0.046 | 0.038 | 0.108 | 0.012 | -0.019 | 0.086 | 0.034 | 0.032 | -0.100 | 0.029 | -0.090 | 0.007 | -0.081 | -0.038 | 1.000 | 0.019 | 0.015 | 0.024 | 0.100 | 0.000 | 0.000 | 0.046 | 0.046 | 0.000 | 0.124 | 0.000 | 0.000 |
| PoolArea | 0.033 | 0.085 | 0.084 | 0.057 | -0.006 | 0.009 | 0.003 | 0.005 | 0.071 | 0.061 | 0.066 | 0.068 | 0.072 | 0.059 | -0.007 | 0.042 | 0.050 | 0.037 | 0.004 | -0.009 | 0.019 | 1.000 | 0.042 | -0.023 | 0.058 | 0.099 | 0.000 | 0.106 | 0.000 | 0.000 | 0.186 | 0.000 | 0.000 |
| MiscVal | -0.033 | 0.024 | 0.059 | -0.088 | 0.087 | -0.092 | -0.091 | -0.050 | -0.033 | -0.005 | 0.029 | -0.049 | 0.013 | -0.021 | -0.067 | -0.036 | 0.017 | -0.035 | 0.039 | 0.005 | 0.015 | 0.042 | 1.000 | 0.011 | -0.063 | 0.000 | 0.000 | 0.000 | 0.198 | 0.085 | 0.051 | 0.032 | 0.021 |
| MoSold | 0.018 | 0.026 | 0.006 | 0.061 | -0.007 | 0.019 | 0.021 | 0.018 | 0.054 | 0.043 | -0.004 | 0.081 | 0.051 | 0.040 | 0.012 | 0.033 | 0.038 | 0.066 | -0.029 | 0.037 | 0.024 | -0.023 | 0.011 | 1.000 | 0.069 | 0.000 | 0.000 | 0.044 | 0.055 | 0.020 | 0.000 | 0.000 | 0.155 |
| SalePrice | 0.007 | 0.409 | 0.456 | 0.810 | -0.129 | 0.653 | 0.571 | 0.421 | 0.575 | 0.294 | -0.068 | 0.731 | 0.235 | 0.533 | 0.594 | 0.649 | 0.354 | 0.478 | -0.218 | 0.065 | 0.100 | 0.058 | -0.063 | 0.069 | 1.000 | 0.140 | 0.049 | 0.416 | 0.208 | 0.046 | 0.289 | 0.416 | 0.000 |
| BsmtFullBath | 0.209 | 0.155 | 0.211 | 0.066 | 0.000 | 0.144 | 0.122 | 0.028 | 0.191 | 0.125 | 0.000 | 0.136 | 0.255 | 0.063 | 0.132 | 0.137 | 0.190 | 0.079 | 0.030 | 0.000 | 0.000 | 0.099 | 0.000 | 0.000 | 0.140 | 1.000 | 0.097 | 0.264 | 0.152 | 0.129 | 0.112 | 0.115 | 0.052 |
| BsmtHalfBath | 0.086 | 0.000 | 0.000 | 0.062 | 0.102 | 0.089 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.064 | 0.025 | 0.000 | 0.000 | 0.049 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.097 | 1.000 | 0.164 | 0.154 | 0.498 | 0.000 | 0.072 | 0.024 |
| FullBath | 0.249 | 0.135 | 0.098 | 0.404 | 0.309 | 0.351 | 0.270 | 0.182 | 0.258 | 0.407 | 0.000 | 0.468 | 0.448 | 0.389 | 0.338 | 0.279 | 0.248 | 0.166 | 0.107 | 0.000 | 0.046 | 0.106 | 0.000 | 0.044 | 0.416 | 0.264 | 0.164 | 1.000 | 0.230 | 0.113 | 0.180 | 0.329 | 0.000 |
| HalfBath | 0.512 | 0.033 | 0.000 | 0.225 | 0.079 | 0.227 | 0.200 | 0.138 | 0.121 | 0.449 | 0.000 | 0.300 | 0.250 | 0.270 | 0.192 | 0.160 | 0.082 | 0.149 | 0.078 | 0.000 | 0.046 | 0.000 | 0.198 | 0.055 | 0.208 | 0.152 | 0.154 | 0.230 | 1.000 | 0.192 | 0.164 | 0.197 | 0.000 |
| KitchenAbvGr | 0.476 | 0.019 | 0.000 | 0.106 | 0.073 | 0.214 | 0.114 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.233 | 0.174 | 0.309 | 0.092 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.085 | 0.020 | 0.046 | 0.129 | 0.498 | 0.113 | 0.192 | 1.000 | 0.086 | 0.123 | 0.000 |
| Fireplaces | 0.193 | 0.250 | 0.160 | 0.267 | 0.105 | 0.169 | 0.136 | 0.155 | 0.341 | 0.165 | 0.000 | 0.376 | 0.107 | 0.223 | 0.145 | 0.228 | 0.146 | 0.122 | 0.043 | 0.000 | 0.124 | 0.186 | 0.051 | 0.000 | 0.289 | 0.112 | 0.000 | 0.180 | 0.164 | 0.086 | 1.000 | 0.202 | 0.030 |
| GarageCars | 0.243 | 0.182 | 0.011 | 0.402 | 0.219 | 0.340 | 0.276 | 0.201 | 0.238 | 0.228 | 0.087 | 0.287 | 0.134 | 0.242 | 0.388 | 0.759 | 0.148 | 0.129 | 0.247 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.416 | 0.115 | 0.072 | 0.329 | 0.197 | 0.123 | 0.202 | 1.000 | 0.000 |
| YrSold | 0.000 | 0.007 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.040 | 0.008 | 0.054 | 0.021 | 0.042 | 0.021 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.021 | 0.155 | 0.000 | 0.052 | 0.024 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| MSSubClass | LotFrontage | LotArea | OverallQual | OverallCond | YearBuilt | YearRemodAdd | MasVnrArea | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | TotRmsAbvGrd | Fireplaces | GarageYrBlt | GarageCars | GarageArea | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | MiscVal | MoSold | YrSold | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 60 | 65.0 | 8450 | 7 | 5 | 2003 | 2003 | 196.0 | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 | 3 | 1 | 8 | 0 | 2003.0 | 2 | 548 | 0 | 61 | 0 | 0 | 0 | 0 | 0 | 2 | 2008 | 208500 |
| 1 | 20 | 80.0 | 9600 | 6 | 8 | 1976 | 1976 | 0.0 | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 | 3 | 1 | 6 | 1 | 1976.0 | 2 | 460 | 298 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 2007 | 181500 |
| 2 | 60 | 68.0 | 11250 | 7 | 5 | 2001 | 2002 | 162.0 | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | 6 | 1 | 2001.0 | 2 | 608 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 9 | 2008 | 223500 |
| 3 | 70 | 60.0 | 9550 | 7 | 5 | 1915 | 1970 | 0.0 | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 | 3 | 1 | 7 | 1 | 1998.0 | 3 | 642 | 0 | 35 | 272 | 0 | 0 | 0 | 0 | 2 | 2006 | 140000 |
| 4 | 60 | 84.0 | 14260 | 8 | 5 | 2000 | 2000 | 350.0 | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 | 4 | 1 | 9 | 1 | 2000.0 | 3 | 836 | 192 | 84 | 0 | 0 | 0 | 0 | 0 | 12 | 2008 | 250000 |
| 5 | 50 | 85.0 | 14115 | 5 | 5 | 1993 | 1995 | 0.0 | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 | 1 | 1 | 5 | 0 | 1993.0 | 2 | 480 | 40 | 30 | 0 | 320 | 0 | 0 | 700 | 10 | 2009 | 143000 |
| 6 | 20 | 75.0 | 10084 | 8 | 5 | 2004 | 2005 | 186.0 | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 | 3 | 1 | 7 | 1 | 2004.0 | 2 | 636 | 255 | 57 | 0 | 0 | 0 | 0 | 0 | 8 | 2007 | 307000 |
| 7 | 60 | NaN | 10382 | 7 | 6 | 1973 | 1973 | 240.0 | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 | 3 | 1 | 7 | 2 | 1973.0 | 2 | 484 | 235 | 204 | 228 | 0 | 0 | 0 | 350 | 11 | 2009 | 200000 |
| 8 | 50 | 51.0 | 6120 | 7 | 5 | 1931 | 1950 | 0.0 | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 | 2 | 2 | 8 | 2 | 1931.0 | 2 | 468 | 90 | 0 | 205 | 0 | 0 | 0 | 0 | 4 | 2008 | 129900 |
| 9 | 190 | 50.0 | 7420 | 5 | 6 | 1939 | 1950 | 0.0 | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 | 2 | 2 | 5 | 2 | 1939.0 | 1 | 205 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 2008 | 118000 |
| MSSubClass | LotFrontage | LotArea | OverallQual | OverallCond | YearBuilt | YearRemodAdd | MasVnrArea | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | TotRmsAbvGrd | Fireplaces | GarageYrBlt | GarageCars | GarageArea | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | MiscVal | MoSold | YrSold | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 90 | 60.0 | 9000 | 5 | 5 | 1974 | 1974 | 0.0 | 896 | 896 | 0 | 1792 | 0 | 0 | 2 | 2 | 4 | 2 | 8 | 0 | NaN | 0 | 0 | 32 | 45 | 0 | 0 | 0 | 0 | 0 | 9 | 2009 | 136000 |
| 1451 | 20 | 78.0 | 9262 | 8 | 5 | 2008 | 2009 | 194.0 | 1578 | 0 | 0 | 1578 | 0 | 0 | 2 | 0 | 3 | 1 | 7 | 1 | 2008.0 | 3 | 840 | 0 | 36 | 0 | 0 | 0 | 0 | 0 | 5 | 2009 | 287090 |
| 1452 | 180 | 35.0 | 3675 | 5 | 5 | 2005 | 2005 | 80.0 | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 | 2 | 1 | 5 | 0 | 2005.0 | 2 | 525 | 0 | 28 | 0 | 0 | 0 | 0 | 0 | 5 | 2006 | 145000 |
| 1453 | 20 | 90.0 | 17217 | 5 | 5 | 2006 | 2006 | 0.0 | 1140 | 0 | 0 | 1140 | 0 | 0 | 1 | 0 | 3 | 1 | 6 | 0 | NaN | 0 | 0 | 36 | 56 | 0 | 0 | 0 | 0 | 0 | 7 | 2006 | 84500 |
| 1454 | 20 | 62.0 | 7500 | 7 | 5 | 2004 | 2005 | 0.0 | 1221 | 0 | 0 | 1221 | 1 | 0 | 2 | 0 | 2 | 1 | 6 | 0 | 2004.0 | 2 | 400 | 0 | 113 | 0 | 0 | 0 | 0 | 0 | 10 | 2009 | 185000 |
| 1455 | 60 | 62.0 | 7917 | 6 | 5 | 1999 | 2000 | 0.0 | 953 | 694 | 0 | 1647 | 0 | 0 | 2 | 1 | 3 | 1 | 7 | 1 | 1999.0 | 2 | 460 | 0 | 40 | 0 | 0 | 0 | 0 | 0 | 8 | 2007 | 175000 |
| 1456 | 20 | 85.0 | 13175 | 6 | 6 | 1978 | 1988 | 119.0 | 2073 | 0 | 0 | 2073 | 1 | 0 | 2 | 0 | 3 | 1 | 7 | 2 | 1978.0 | 2 | 500 | 349 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2010 | 210000 |
| 1457 | 70 | 66.0 | 9042 | 7 | 9 | 1941 | 2006 | 0.0 | 1188 | 1152 | 0 | 2340 | 0 | 0 | 2 | 0 | 4 | 1 | 9 | 2 | 1941.0 | 1 | 252 | 0 | 60 | 0 | 0 | 0 | 0 | 2500 | 5 | 2010 | 266500 |
| 1458 | 20 | 68.0 | 9717 | 5 | 6 | 1950 | 1996 | 0.0 | 1078 | 0 | 0 | 1078 | 1 | 0 | 1 | 0 | 2 | 1 | 5 | 0 | 1950.0 | 1 | 240 | 366 | 0 | 112 | 0 | 0 | 0 | 0 | 4 | 2010 | 142125 |
| 1459 | 20 | 75.0 | 9937 | 5 | 6 | 1965 | 1965 | 0.0 | 1256 | 0 | 0 | 1256 | 1 | 0 | 1 | 1 | 3 | 1 | 6 | 0 | 1965.0 | 1 | 276 | 736 | 68 | 0 | 0 | 0 | 0 | 0 | 6 | 2008 | 147500 |